{"id":"W4231373910","doi":"10.5858/2005-129-328-acohcg","title":"A Comparison of Human Chorionic Gonadotropin– Related Components in Fresh Frozen Serum With the Proficiency Testing Material Used by the College of American Pathologists","year":2005,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Hospital and Health Sciences Centre","funders":"","keywords":"Human chorionic gonadotropin; Context (archaeology); Coefficient of variation; Analyte; Gynecology; Andrology; Medicine; Nuclear medicine; Internal medicine; Chemistry; Statistics; Mathematics; Biology; Chromatography; Hormone","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004335225,0.0002111203,0.0009412236,0.0001681658,0.00009133961,0.000001297998,0.0002998748,0.00006549667,0.00004799384],"category_scores_gemma":[0.0001566787,0.0001108699,0.00004387209,0.0006606531,0.003916816,0.00003273671,0.00007319223,0.0003961311,6.073486e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003753819,"about_ca_system_score_gemma":0.0001651194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006141337,"about_ca_topic_score_gemma":0.0005357391,"domain_scores_codex":[0.997898,0.0003872148,0.0008151621,0.0002912356,0.0003136523,0.0002947054],"domain_scores_gemma":[0.9981198,0.0003971074,0.0008285494,0.0004823286,0.0001038051,0.00006838545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003439099,0.0002865558,0.4957268,0.00005995663,0.00003533165,0.00003927226,0.005787435,0.0000238001,0.4965337,0.0001285099,0.0002387232,0.0007960008],"study_design_scores_gemma":[0.003195736,0.003493646,0.9676103,0.0003957124,0.0001242888,0.00003930276,0.004909958,0.0001618403,0.01966881,0.00003792287,0.0002488869,0.0001135977],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954562,0.0006506915,0.00001884074,0.00237967,0.00008130542,0.0006423442,0.0004526966,0.00002148276,0.0002968162],"genre_scores_gemma":[0.9993132,0.00003144437,0.0003091522,0.0001443617,0.00006812543,0.00002564391,0.00005717108,0.00002295461,0.00002793442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4768649,"threshold_uncertainty_score":0.998794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03088880629178644,"score_gpt":0.3203719689884701,"score_spread":0.2894831626966837,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}